## 📄 Paper

If you use this dataset, please cite the following paper:

**[MAPILLARY VISTAS VALIDATION FOR FINE-GRAINED TRAFFIC SIGNS: A Benchmark Revealing Vision-Language Model Limitations](https://arxiv.org/pdf/2508.02047)**  
*Submitted to ICCV Workshop 2025*

## 📄 Citation

```bibtex
@article{garg2025mapillary,
  title={Mapillary Vistas Validation for Fine-Grained Traffic Signs: A Benchmark Revealing Vision-Language Model Limitations},
  author={Garg, Sparsh and Aich, Abhishek},
  journal={arXiv preprint arXiv:2508.02047},
  year={2025}
}